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Adaptive network-fuzzy inferencing to estimate concrete strength using mix design

Par Conseil national de recherches du Canada

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DOITrouver le DOI : https://doi.org/10.4224/20378424
AuteurRechercher : 1; Rechercher :
Affiliation
  1. Conseil national de recherches du Canada. Institut de recherche en construction du CNRC
FormatTexte, Rapport technique
Description physique46 p.
Sujetfuzzy logics; adaptive neuro-fuzzy inferencing; compressive strength; concrete mix proportioning
Résumé
Proportioning of concrete mixes is carried out in accordance with specified code information, specifications, and past experiences. Typically, concrete mix companies use different mix designs that are used to establish tried and tested datasets. Thus, a model can be developed based on existing datasets to estimate the concrete strength of a given mix proportioning and avoid costly tests and adjustments. Inherent uncertainties encountered in the model can be handled with fuzzy based methods, which are capable of incorporating information obtained from expert knowledge and datasets. In this paper, the use of adaptive neuro-fuzzy inferencing system is proposed to train a fuzzy model and estimate concrete strength. The efficiency of the proposed method is verified using actual concrete mix proportioning datasets reported in the literature, and the corresponding coefficient of determination r2r2 range from 0.970–0.999. Further, sensitivity analysis is carried out to highlight the impact of different mix constituents on the estimate concrete strength.
Date de publication
Maison d’éditionNational Research Council of Canada
Autre format
Langueanglais
Publications évaluées par des pairsNon
Numéro du CNRCNRCC 49681
NRC-IRC-18678
Numéro NPARC20378424
Exporter la noticeExporter en format RIS
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Identificateur de l’enregistrement9ce54a2e-6d81-4a9c-a34f-4da10671d0a0
Enregistrement créé2012-07-24
Enregistrement modifié2022-09-15
Date de modification :